We bring clinical and technical perspectives together to explore medical AI. Our work connects research, model development and real clinical questions, with careful evaluation at every step.
Discuss a clinical problemOriginal rendered poster. 3D loads when this form is in view.
Project Quintessence brings clinicians, engineers and researchers together to explore the possibilities of medical AI.
We start with a defined problem, understand the workflow and develop the models and software needed to address it. Our work spans language, imaging, forecasting and physiology.
Our work includes research, technical development and collaboration. We continue to study and publish our findings, with current projects in development, ongoing research or validation planning.
We develop multimodal models, specialist agents and workflow software across language, imaging, forecasting and physiology. Each effort starts with a defined clinical task and a plan for evaluating whether the tool is useful.
Discuss a workflowOur projects are at different stages of research, development and evaluation. We learn through focused work and dialogue with clinical and technical collaborators. Completed studies do not imply that a tool is approved or ready for routine clinical use.
About QuintessenceWe scope the problem with clinicians and technical collaborators, then develop the software and evaluation plan together. Usability, evidence traceability and uncertainty shape what we build. We continue to publish research that helps others examine and improve the methods.
Work with usClinical work brings together language, images, signals and change over time. We develop AI tools that connect these perspectives around a specific task and the people doing it.
We study, develop and publish our work, examining performance alongside evidence traceability, uncertainty and expert review.
Explore our researchAn illustrative anatomical heart cutaway, shared as a visual exploration of biological complexity. Drag to rotate, or use the controls below.
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We bring medical and technical experience to questions that cross disciplines. Each project develops through discussion, experimentation and careful evaluation, with room for new ideas and collaborations.
Working across Europe, the Middle East and North America.
About QuintessenceClinical language models and NLP systems from data construction to expert-led validation.
Specialist agent workflows with auditable tool use and evidence-grounded decision traces.
Risk estimation, temporal modelling, intervention analysis, and reproducible outcome validation.
Medical imaging models spanning chest radiography, report-derived supervision, and multimodal post-training.
Learned models of patient-state dynamics that forecast trajectories and simulate counterfactual futures.
